Smoothing - Health
Team Health
12/2/2021
Import Data - Tract Level
Function
Original Asthma
Original Mental Health
Merge data with enviornment group
Model - Asthma
Model coefficient - Mental Health
Predictors | Coefficient | Sd. |
(Intercept) | 8.24169533 | 1.9697229 |
MnrPrc_s | -0.00616590 | 0.0036344 |
MnrPrc_r | -0.00236685 | 0.0075536 |
MdGrTx_s | -0.12446441 | 0.0237732 |
MdGrTx_r | 0.00284747 | 0.0018065 |
Mdn_Inc_s | -0.16641901 | 0.0479271 |
Mdn_Inc_r | -0.01746738 | 0.0089063 |
mn_pm25_s | -0.01049538 | 0.0185436 |
mn_pm25_r | 0.01356145 | 0.0244551 |
mn_tmp_s | -0.00006318 | 0.0000397 |
mn_tmp_r | 0.00000074 | 0.0000045 |
Tre_Cnp | 0.01673274 | 0.0424968 |
Significant Model coefficient - Asthma
predictor | coeffient | Sd. | Q2.5 | Q97.5 |
(Intercept) | 8.24 | 1.970 | 4.30 | 12.181 |
MdGrTx_s | -0.12 | 0.024 | -0.17 | -0.077 |
Mdn_Inc_s | -0.17 | 0.048 | -0.26 | -0.071 |
Refit model for significant predictors - Asthma
Model coefficient - Mental Health
predictor | coeffient | Sd. | Q2.5 | Q97.5 |
(Intercept) | 4.4784 | 0.3811 | 5.2405 | 3.7163 |
MdGrTx_s | -0.1268 | 0.0219 | -0.0830 | -0.1706 |
MdGrTx_r | 0.0024 | 0.0017 | 0.0058 | -0.0011 |
Mdn_Inc_s | -0.0960 | 0.0313 | -0.0335 | -0.1586 |
Mdn_Inc_r | -0.0103 | 0.0065 | 0.0027 | -0.0234 |
Tre_Cnp | 0.0238 | 0.0359 | 0.0955 | -0.0480 |
After-Smoothing Map & Kriging Predicted Map for Asthma
## [using ordinary kriging]
Model Mental Health
Model coefficient - Mental Health
row.names(coef2) | V1 | V2 |
(Intercept) | 3.810052 | 4.955669 |
MnrPrc_s | 0.014590 | 0.005963 |
MnrPrc_r | -0.023110 | 0.008192 |
MdGrTx_s | -0.354464 | 0.044445 |
MdGrTx_r | 0.004320 | 0.002019 |
Mdn_Inc_s | -0.068609 | 0.113720 |
Mdn_Inc_r | -0.046186 | 0.010228 |
mn_pm25_s | 0.002598 | 0.024897 |
mn_pm25_r | 0.020363 | 0.027121 |
mn_tmp_s | 0.000050 | 0.000096 |
mn_tmp_r | -0.000017 | 0.000005 |
Tre_Cnp | 0.325314 | 0.058076 |
Significant Model coefficient - Mental Health
predictor | coefficient | Sd. | Q2.5 | Q97.5 |
MnrPrc_s | 0.014590 | 0.005963 | 0.0265160 | 0.002664 |
MnrPrc_r | -0.023110 | 0.008192 | -0.0067254 | -0.039495 |
MdGrTx_s | -0.354464 | 0.044445 | -0.2655742 | -0.443354 |
MdGrTx_r | 0.004320 | 0.002019 | 0.0083578 | 0.000282 |
Mdn_Inc_r | -0.046186 | 0.010228 | -0.0257306 | -0.066642 |
mn_tmp_r | -0.000017 | 0.000005 | -0.0000066 | -0.000027 |
Tre_Cnp | 0.325314 | 0.058076 | 0.4414668 | 0.209162 |
Refit model for significant predictors - Mental Health
Model coefficient - Mental Health
predictor | coefficient | Sd. | Q2.5 | Q97.5 |
MnrPrc_s | 0.014905 | 0.005923 | 0.026751 | 0.003058 |
MnrPrc_r | -0.023158 | 0.008185 | -0.006787 | -0.039528 |
MdGrTx_s | -0.355979 | 0.043911 | -0.268157 | -0.443800 |
MdGrTx_r | 0.004427 | 0.002013 | 0.008452 | 0.000401 |
Mdn_Inc_r | -0.046031 | 0.010160 | -0.025712 | -0.066350 |
mn_tmp_r | -0.000016 | 0.000005 | -0.000006 | -0.000026 |
Tre_Cnp | 0.326526 | 0.057874 | 0.442274 | 0.210777 |
After-Smoothing Map & Kriging Predicted Map for Mental Health
## [using ordinary kriging]